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i2b2

Benchmarks

Task NameDataset NameSOTA ResultTrend
Named Entity Recognitioni2b2
A_T52.36
44
Named Entity Recognitioni2b2 2014
Micro F1 Score0.5821
26
Named Entity RecognitionI2B2 2010 (test)
Micro F10.7198
24
Named Entity Recognitioni2b2 2014 (test)
Precision98.6
20
Clinical concept extractioni2b2 2010 (test)
Exact F190.25
18
Relation ExtractionI2B2 Three-site experiment (test)
Strict Micro F10.745
13
Named Entity RecognitionI2B2 Three-site experiment (test)
Strict Micro F185.2
13
Relation ExtractionI2B2 Two-site experiment (test)
Strict Micro F174.6
13
Named Entity RecognitionI2B2 Two-site experiment (test)
Strict Micro F186.4
13
Clinical concept extractioni2b2 2012 (test)
Exact F180.91
13
Named Entity Recognitioni2b2 bert-base-cased (FG-8-PG-2)
At Score56.96
11
Named Entity Recognitioni2b2 FG-8-PG-1 bert-base-cased
At Score50.75
11
Named Entity Recognitioni2b2 FG-2-PG-2 bert-base-cased
At54.84
11
Named Entity Recognitioni2b2 bert-base-cased (FG-1-PG-1)
At Score43.88
11
Clinical NLP Tasksi2b2
GPT-4 Score3.36
10
Named Entity RecognitionI2B2 (test)
Micro-F164.3
9
Clinical Relation Extractioni2b2 English 2010
Micro F191.8
8
Drug Named Entity Recognitioni2b2 2009
F1 Score93.2
8
Clinical Relation Extractioni2b2 Turkish 2010
Micro F10.87
6
Named Entity Recognitioni2b2-10
Micro F1 (span-level)87.4
6
Named Entity Recognitioni2b2 2012
F1 Score80
5
Named Entity Recognitioni2b2 2006
F1 Score97.4
5
Diagnosis predictioni2b2 (test)
AUROC82.31
4
Named Entity Recognitioni2b2 2014 (20% test)
Precision96
4
Relation Extractioni2b2-Clinical (test)
Macro F169.1
3
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